LLMs and the Abstraction and Reasoning Corpus: Successes, Failures, and the Importance of Object-based Representations.
Yudong XuWenhao LiPashootan VaezipoorScott SannerElias B. KhalilPublished in: CoRR (2023)
Keyphrases
- mental imagery
- multiple representations
- knowledge base
- reasoning process
- qualitative reasoning
- high level
- automated reasoning
- reasoning systems
- relative importance
- meta level
- spatial reasoning
- failure detection
- cognitive processing
- analogical reasoning
- failure rate
- reasoning tasks
- qualitative models
- test set
- knowledge representation
- artificial intelligence
- neural network
- data sets
- symbolic representation
- temporal reasoning
- sentence level
- dynamic systems
- natural language processing
- machine learning
- structured representations